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Case study · Phase 2
Hospitality · AI operations

Orders, rosters and replies, done before service

Phase 2 for the same three-venue restaurant group. The second brain knew how every dish is made. Now AI workflows draft the orders, the rosters and the replies, and the owner gets the numbers every Monday.

$500Delivered food waste saved a week by month 6
78 hrsDelivered team hours back each month
$10,030Delivered value a month, on top of phase 1

01 At a glance

The short version

Phase 1 gave the group a second brain. Phase 2 puts it to work on the two biggest costs in any restaurant: food and wages.

Where they started

A second brain, three months in

Questions to the owner down from 35 to 12 a week. Prep lists drafted daily for all three kitchens. The same dish at every venue.

The new pain

Waste, wages and slow replies

Orders written late at night from memory. Rosters copied from last week. Reviews and function enquiries waiting days.

What we built

Four AI workflows

Stock and ordering, rosters, reviews and enquiries, and the Monday numbers. Each one with a clear person who signs off.

Delivered outcome

$10,030 a month by month 6

78 team hours back a month, less food in the bin and tighter rosters. Delivered on top of the $5,240 from phase 1.

The shift

Phase 1: the AI answers questions. Phase 2: the AI does the work between services. It drafts the order, the roster and the reply. A chef or manager still signs off.

02 The new pain

The recipes were sorted.
The margins weren't.

Once the questions stopped, the next problem was easy to see. The venues were busy, but money leaked out the back door.

01

Orders written at 11pm

Chefs counted the cool room after close and ordered from memory. Too much of some things, not enough of others.

02

About $1,200 of food binned a week

Across three venues. Nobody linked what was booked to what was ordered and prepped.

03

Rosters built on Sunday night

Managers copied last week's roster. Quiet nights were overstaffed, and overtime only showed up on payday.

04

Reviews and function enquiries waited

Replies took days. One enquiry for a 40-person function went cold over a long weekend.

05

The owner saw the numbers a month late

Wage and food cost came from the accountant at month end. Too late to fix anything that month.

The real cost. Food and wages eat about 60 cents of every dollar. On this group's sales, one point off either is worth about $35,000 a year.

03 What we built

The second brain,
now with hands

AI operations (AI that does routine work, not just answers). Four workflows read the recipes, par levels (how much stock to keep) and rules from the second brain. They work through the booking system, the till and the rostering app the group already used.

Bookings + second brainsales, pars, recipes Four AI workflowsorder, roster, reply, report Team approvesa tap, not an hour

Three things changed

It acts on a trigger

A stocktake, a week of bookings, a new review. Each one starts a workflow without anyone remembering to.

It follows set rules

Par levels, roster rules and reply wording the owner signed off once. Anything new waits for a person.

It reports back

Every Monday the owner sees what the workflows did, and what they couldn't.

Human review stayed in

Chefs approve every order. Managers approve every roster and every reply to an unhappy guest. The AI never changes a recipe or an allergen card, and allergy questions still go to a person.

04 The four workflows

Four workflows,
one lighter bin

Each one has a clear trigger and a clear person who signs off. We added one a month and ran each with full approval for two weeks first.

WorkflowStarts whenWhat it doesWho approves
Stock and orderingThe closing chef enters the stocktakeDrafts each venue's order from par levels, bookings and last week's sales. Flags supplier price jumpsThe head chef or sous chef at that venue
RostersNext week's bookings landDrafts the roster to the covers expected. Flags overtime and missed breaksThe venue manager
Reviews and enquiriesA review or function enquiry arrivesDrafts a reply in the venue's voice. Sends function menus and deposit detailsThe manager. Complaints go to a person
Monday numbersEvery Monday, 6amSales, wage cost, food cost and waste, by venueRead by the owner, nothing is sent
What stayed manual

Allergies and upset guests

An allergy question, a complaint, a staff issue. These go straight to a person, the same shift.

Why ordering works

Bookings predict the week

140 covers booked is a better guide than last Monday's gut feel. The order follows the bookings.

05 One week at the bistro

An order, a roster,
a review

Here's one week at the busiest venue. Work that used to happen at 11pm or on Sunday night now happens in minutes.

Sun

Stocktake after close

The closing chef counts the cool room on a tablet. Twenty minutes, then home.

6:00

Order drafted

Monday's order is drafted from par levels and 140 covers booked. Lamb shoulder is cut back after Saturday's leftovers.

7:15

Chef approves

The head chef changes one line and approves. Orders reach the suppliers by 7:30am.

Wed

Roster drafted

Next Tuesday is light on bookings, so one floor shift is cut. The manager approves it in five minutes.

Thu

Review answered

A 3-star review about slow mains. A reply is drafted, the manager softens one line and sends it. The head chef gets a note.

Mon

In the owner's numbers

Waste down, wage cost down, review answered. All counted on one page.

Before phase 2

The order would have been written at 11pm from memory. The Tuesday roster would have been last week's. And the review would have sat unanswered until someone had a quiet hour.

06 The owner's Monday

The numbers, ready
before the first coffee

Every Monday at 6am the owner gets one page. It replaces waiting a month for the accountant.

$68,400
Sales last week

Across three venues. Bistro up 6%, café flat.

31%
Wage cost

Down from 34%. The wine bar is still at 36%, worth a look.

29%
Food cost

Waste $690, mostly bread and dairy at the café.

Who signs off on what

The AI can do on its ownA person approves first
Draft each venue's orderSending it. The chef approves every order
Draft next week's rosterPublishing it to staff
Reply to 4 and 5-star reviews from approved wordingAny reply to a review of 3 stars or less
Send function menus and deposit detailsAny discount, refund or change to a deposit

The rule we built everything on

The AI can draft and count. Anything that spends money, changes someone's shift or answers an unhappy guest waits for a person.

07 Delivered outcome

Delivered operational impact
at month 6

Each operational improvement is tracked directly from Monday venue reporting.

AreaBefore phase 2Delivered by month 6
Stock ordersWritten at 11pm from memoryDrafted by 6am, approved in minutes
Food wasteAbout $1,200 a weekAbout $700 a week
RostersCopied on Sunday nightDrafted from bookings, overtime flagged first
Reviews and function enquiriesDays to reply, some neverSame day, in the venue's voice
The owner's numbersA month late, from the accountantOne page, Monday 6am

The 90-day rollout

Month 4 · Ordering

Stocktakes on a tablet, draft orders live. Two weeks with every order checked line by line.

Month 5 · Rosters and replies

Draft rosters started. Review and enquiry replies went live. The Monday numbers began.

Month 6 · Steady

All four ran on their own within the rules. The team checks a sample each week.

Verified operational impact

These numbers are drawn directly from POS data, inventory logs and Monday reports across the first six months of operation.

08 The numbers

Delivered value
worth $10,030 a month

Measured across three commercial drivers: team hours returned, food not binned, and rostered hours trimmed.

$500
Waste saved a week

Orders that follow the bookings, not a guess.

15 hrs
Rostered hours trimmed a week

Mostly quiet early-week shifts.

18 hrs
Team time back a week

8 manager, 7 chef and 3 owner hours by month 6.

Month by month

MeasureMonth 4Month 5Month 6
Team hours back a week61318
Value of time back a month$1,840$3,980$5,590
Food waste saved a month$650$1,520$2,170
Wages saved a month$0$1,210$2,270
Total a month$2,490$6,710$10,030
+$120,400

A year at the month 6 rate. With phase 1, that's about $15,270 a month, or $183,200 a year.

How these numbers were verified. Time: manager $55 an hour, chef $70, owner $120. A month is 4.33 weeks. Waste saved: $500 a week. Rostered hours trimmed: 15 a week at $35 an hour with on-costs. Month 6: (8 × $55 + 7 × $70 + 3 × $120) × 4.33 = $5,590, plus $500 × 4.33 = $2,170, plus 15 × $35 × 4.33 = $2,270. Delivered run rate: $10,030 a month.